Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 18214 |
| Missing cells | 99919 |
| Missing cells (%) | 21.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.6 MiB |
| Average record size in memory | 208.0 B |
Variable types
| NUM | 22 |
|---|---|
| CAT | 4 |
country has constant value "18214" | Constant |
city has constant value "18214" | Constant |
date has a high cardinality: 667 distinct values | High cardinality |
newCases is highly correlated with newDeaths | High correlation |
newDeaths is highly correlated with newCases | High correlation |
totalCases is highly correlated with deaths and 7 other fields | High correlation |
deaths is highly correlated with totalCases and 6 other fields | High correlation |
deathsMS is highly correlated with deaths and 6 other fields | High correlation |
totalCasesMS is highly correlated with deaths and 7 other fields | High correlation |
totalCases_per_100k_inhabitants is highly correlated with deaths_per_100k_inhabitants and 1 other fields | High correlation |
deaths_per_100k_inhabitants is highly correlated with totalCases_per_100k_inhabitants | High correlation |
recovered is highly correlated with deaths and 7 other fields | High correlation |
suspects is highly correlated with totalCases and 2 other fields | High correlation |
tests is highly correlated with deaths and 5 other fields | High correlation |
tests_per_100k_inhabitants is highly correlated with totalCases_per_100k_inhabitants | High correlation |
vaccinated is highly correlated with deaths and 6 other fields | High correlation |
vaccinated_per_100_inhabitants is highly correlated with epi_week and 1 other fields | High correlation |
epi_week is highly correlated with vaccinated_per_100_inhabitants and 1 other fields | High correlation |
vaccinated_second is highly correlated with vaccinated and 1 other fields | High correlation |
vaccinated_second_per_100_inhabitants is highly correlated with epi_week and 1 other fields | High correlation |
vaccinated_single is highly correlated with deaths and 7 other fields | High correlation |
recovered has 643 (3.5%) missing values | Missing |
suspects has 2544 (14.0%) missing values | Missing |
tests has 1344 (7.4%) missing values | Missing |
tests_per_100k_inhabitants has 1344 (7.4%) missing values | Missing |
vaccinated has 8731 (47.9%) missing values | Missing |
vaccinated_per_100_inhabitants has 8731 (47.9%) missing values | Missing |
vaccinated_second has 9411 (51.7%) missing values | Missing |
vaccinated_second_per_100_inhabitants has 9411 (51.7%) missing values | Missing |
vaccinated_single has 13310 (73.1%) missing values | Missing |
vaccinated_single_per_100_inhabitants has 13310 (73.1%) missing values | Missing |
vaccinated_third has 15570 (85.5%) missing values | Missing |
vaccinated_third_per_100_inhabitants has 15570 (85.5%) missing values | Missing |
date is uniformly distributed | Uniform |
state is uniformly distributed | Uniform |
newDeaths has 1911 (10.5%) zeros | Zeros |
deaths has 461 (2.5%) zeros | Zeros |
newCases has 506 (2.8%) zeros | Zeros |
deathsMS has 470 (2.6%) zeros | Zeros |
deaths_per_100k_inhabitants has 461 (2.5%) zeros | Zeros |
deaths_by_totalCases has 461 (2.5%) zeros | Zeros |
Reproduction
| Analysis started | 2022-01-04 21:25:18.371379 |
|---|---|
| Analysis finished | 2022-01-04 21:26:57.325916 |
| Duration | 1 minute and 38.95 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 96 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.17986164 |
|---|---|
| Minimum | 9 |
| Maximum | 151 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 34 |
| median | 105 |
| Q3 | 128 |
| 95-th percentile | 146 |
| Maximum | 151 |
| Range | 142 |
| Interquartile range (IQR) | 94 |
Descriptive statistics
| Standard deviation | 48.49770269 |
|---|---|
| Coefficient of variation (CV) | 0.5830462053 |
| Kurtosis | -1.692031814 |
| Mean | 83.17986164 |
| Median Absolute Deviation (MAD) | 42 |
| Skewness | -0.118534884 |
| Sum | 1515038 |
| Variance | 2352.027166 |
| Monotocity | Increasing |
| Value | Count | Frequency (%) | |
| 16 | 196 | 1.1% | |
| 137 | 196 | 1.1% | |
| 123 | 196 | 1.1% | |
| 107 | 196 | 1.1% | |
| 43 | 196 | 1.1% | |
| 27 | 196 | 1.1% | |
| 138 | 196 | 1.1% | |
| 122 | 196 | 1.1% | |
| 106 | 196 | 1.1% | |
| 42 | 196 | 1.1% | |
| Other values (86) | 16254 | 89.2% |
| Value | Count | Frequency (%) | |
| 9 | 10 | 0.1% | |
| 10 | 22 | 0.1% | |
| 11 | 80 | 0.4% | |
| 12 | 154 | 0.8% | |
| 13 | 196 | 1.1% |
| Value | Count | Frequency (%) | |
| 151 | 112 | 0.6% | |
| 150 | 196 | 1.1% | |
| 149 | 196 | 1.1% | |
| 148 | 196 | 1.1% | |
| 147 | 196 | 1.1% |
| Distinct | 667 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.3 KiB |
| 2021-10-14 | 28 |
|---|---|
| 2020-07-19 | 28 |
| 2020-08-10 | 28 |
| 2020-12-26 | 28 |
| 2021-05-25 | 28 |
| Other values (662) |
| Value | Count | Frequency (%) | |
| 2021-10-14 | 28 | 0.2% | |
| 2020-07-19 | 28 | 0.2% | |
| 2020-08-10 | 28 | 0.2% | |
| 2020-12-26 | 28 | 0.2% | |
| 2021-05-25 | 28 | 0.2% | |
| 2021-11-06 | 28 | 0.2% | |
| 2021-03-15 | 28 | 0.2% | |
| 2020-11-28 | 28 | 0.2% | |
| 2020-11-27 | 28 | 0.2% | |
| 2020-10-23 | 28 | 0.2% | |
| Other values (657) | 17934 | 98.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.3 KiB |
| Brazil |
|---|
| Value | Count | Frequency (%) | |
| Brazil | 18214 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.3 KiB |
| TOTAL | 667 |
|---|---|
| SP | 667 |
| RJ | 658 |
| ES | 657 |
| BA | 657 |
| Other values (23) |
| Value | Count | Frequency (%) | |
| TOTAL | 667 | 3.7% | |
| SP | 667 | 3.7% | |
| RJ | 658 | 3.6% | |
| ES | 657 | 3.6% | |
| BA | 657 | 3.6% | |
| DF | 656 | 3.6% | |
| MG | 655 | 3.6% | |
| AL | 655 | 3.6% | |
| RS | 653 | 3.6% | |
| PR | 651 | 3.6% | |
| Other values (18) | 11638 | 63.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.109860547 |
| Min length | 2 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 142.3 KiB |
| TOTAL |
|---|
| Value | Count | Frequency (%) | |
| TOTAL | 18214 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
| Distinct | 887 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.8832766 |
|---|---|
| Minimum | -38 |
| Maximum | 4148 |
| Zeros | 1911 |
| Zeros (%) | 10.5% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | -38 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 13 |
| Q3 | 37 |
| 95-th percentile | 258 |
| Maximum | 4148 |
| Range | 4186 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 237.478655 |
|---|---|
| Coefficient of variation (CV) | 3.498338131 |
| Kurtosis | 86.17063929 |
| Mean | 67.8832766 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 8.171235938 |
| Sum | 1236426 |
| Variance | 56396.11156 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 1911 | 10.5% | |
| 1 | 989 | 5.4% | |
| 2 | 799 | 4.4% | |
| 3 | 725 | 4.0% | |
| 4 | 681 | 3.7% | |
| 5 | 661 | 3.6% | |
| 6 | 600 | 3.3% | |
| 7 | 523 | 2.9% | |
| 9 | 491 | 2.7% | |
| 8 | 460 | 2.5% | |
| Other values (877) | 10374 | 57.0% |
| Value | Count | Frequency (%) | |
| -38 | 1 | < 0.1% | |
| -37 | 2 | < 0.1% | |
| -26 | 1 | < 0.1% | |
| -17 | 1 | < 0.1% | |
| -6 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4148 | 1 | < 0.1% | |
| 4068 | 1 | < 0.1% | |
| 3925 | 1 | < 0.1% | |
| 3757 | 1 | < 0.1% | |
| 3752 | 1 | < 0.1% |
| Distinct | 11301 |
|---|---|
| Distinct (%) | 62.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20985.52487 |
|---|---|
| Minimum | 0 |
| Maximum | 618213 |
| Zeros | 461 |
| Zeros (%) | 2.5% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 1607.25 |
| median | 5371 |
| Q3 | 12852.75 |
| 95-th percentile | 64907.6 |
| Maximum | 618213 |
| Range | 618213 |
| Interquartile range (IQR) | 11245.5 |
Descriptive statistics
| Standard deviation | 69351.2073 |
|---|---|
| Coefficient of variation (CV) | 3.304716357 |
| Kurtosis | 47.82820066 |
| Mean | 20985.52487 |
| Median Absolute Deviation (MAD) | 4486.5 |
| Skewness | 6.645969636 |
| Sum | 382230350 |
| Variance | 4809589954 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 461 | 2.5% | |
| 1 | 86 | 0.5% | |
| 2 | 68 | 0.4% | |
| 4 | 52 | 0.3% | |
| 3 | 47 | 0.3% | |
| 5 | 38 | 0.2% | |
| 7 | 33 | 0.2% | |
| 1845 | 31 | 0.2% | |
| 6 | 29 | 0.2% | |
| 11 | 29 | 0.2% | |
| Other values (11291) | 17340 | 95.2% |
| Value | Count | Frequency (%) | |
| 0 | 461 | 2.5% | |
| 1 | 86 | 0.5% | |
| 2 | 68 | 0.4% | |
| 3 | 47 | 0.3% | |
| 4 | 52 | 0.3% |
| Value | Count | Frequency (%) | |
| 618213 | 2 | < 0.1% | |
| 618149 | 1 | < 0.1% | |
| 618066 | 1 | < 0.1% | |
| 618011 | 1 | < 0.1% | |
| 617873 | 1 | < 0.1% |
| Distinct | 4709 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2440.304052 |
|---|---|
| Minimum | -1582 |
| Maximum | 124878 |
| Zeros | 506 |
| Zeros (%) | 2.8% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | -1582 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 180 |
| median | 608 |
| Q3 | 1534 |
| 95-th percentile | 8210.45 |
| Maximum | 124878 |
| Range | 126460 |
| Interquartile range (IQR) | 1354 |
Descriptive statistics
| Standard deviation | 8023.097762 |
|---|---|
| Coefficient of variation (CV) | 3.28774513 |
| Kurtosis | 58.84040605 |
| Mean | 2440.304052 |
| Median Absolute Deviation (MAD) | 514.5 |
| Skewness | 7.072100496 |
| Sum | 44447698 |
| Variance | 64370097.7 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 506 | 2.8% | |
| 1 | 134 | 0.7% | |
| 2 | 110 | 0.6% | |
| 3 | 84 | 0.5% | |
| 7 | 70 | 0.4% | |
| 4 | 64 | 0.4% | |
| 5 | 58 | 0.3% | |
| 8 | 56 | 0.3% | |
| 6 | 53 | 0.3% | |
| 9 | 51 | 0.3% | |
| Other values (4699) | 17028 | 93.5% |
| Value | Count | Frequency (%) | |
| -1582 | 1 | < 0.1% | |
| -1033 | 1 | < 0.1% | |
| -1015 | 1 | < 0.1% | |
| -850 | 1 | < 0.1% | |
| -649 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 124878 | 1 | < 0.1% | |
| 124248 | 1 | < 0.1% | |
| 107120 | 1 | < 0.1% | |
| 105200 | 1 | < 0.1% | |
| 98261 | 1 | < 0.1% |
| Distinct | 16960 |
|---|---|
| Distinct (%) | 93.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 757708.0629 |
|---|---|
| Minimum | 1 |
| Maximum | 22223849 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 383.65 |
| Q1 | 74847.75 |
| median | 220818 |
| Q3 | 496949.5 |
| 95-th percentile | 2104693.65 |
| Maximum | 22223849 |
| Range | 22223848 |
| Interquartile range (IQR) | 422101.75 |
Descriptive statistics
| Standard deviation | 2485050.639 |
|---|---|
| Coefficient of variation (CV) | 3.279694067 |
| Kurtosis | 48.52086964 |
| Mean | 757708.0629 |
| Median Absolute Deviation (MAD) | 173156.5 |
| Skewness | 6.740311732 |
| Sum | 1.380089466e+10 |
| Variance | 6.175476677e+12 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 68 | 0.4% | |
| 2 | 46 | 0.3% | |
| 6 | 23 | 0.1% | |
| 16 | 19 | 0.1% | |
| 3 | 18 | 0.1% | |
| 7 | 17 | 0.1% | |
| 10 | 17 | 0.1% | |
| 8 | 16 | 0.1% | |
| 234113 | 15 | 0.1% | |
| 379502 | 14 | 0.1% | |
| Other values (16950) | 17961 | 98.6% |
| Value | Count | Frequency (%) | |
| 1 | 68 | 0.4% | |
| 2 | 46 | 0.3% | |
| 3 | 18 | 0.1% | |
| 4 | 13 | 0.1% | |
| 5 | 9 | < 0.1% |
| Value | Count | Frequency (%) | |
| 22223849 | 2 | < 0.1% | |
| 22220209 | 1 | < 0.1% | |
| 22217570 | 1 | < 0.1% | |
| 22216112 | 1 | < 0.1% | |
| 22213731 | 1 | < 0.1% |
| Distinct | 11254 |
|---|---|
| Distinct (%) | 61.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20968.18008 |
|---|---|
| Minimum | 0 |
| Maximum | 617948 |
| Zeros | 470 |
| Zeros (%) | 2.6% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 1602 |
| median | 5354 |
| Q3 | 12825.5 |
| 95-th percentile | 64897.45 |
| Maximum | 617948 |
| Range | 617948 |
| Interquartile range (IQR) | 11223.5 |
Descriptive statistics
| Standard deviation | 69307.90499 |
|---|---|
| Coefficient of variation (CV) | 3.30538486 |
| Kurtosis | 47.83816664 |
| Mean | 20968.18008 |
| Median Absolute Deviation (MAD) | 4478.5 |
| Skewness | 6.64634747 |
| Sum | 381914432 |
| Variance | 4803585694 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 470 | 2.6% | |
| 1 | 89 | 0.5% | |
| 2 | 62 | 0.3% | |
| 4 | 53 | 0.3% | |
| 3 | 53 | 0.3% | |
| 5 | 39 | 0.2% | |
| 1845 | 31 | 0.2% | |
| 7 | 29 | 0.2% | |
| 11 | 28 | 0.2% | |
| 6 | 27 | 0.1% | |
| Other values (11244) | 17333 | 95.2% |
| Value | Count | Frequency (%) | |
| 0 | 470 | 2.6% | |
| 1 | 89 | 0.5% | |
| 2 | 62 | 0.3% | |
| 3 | 53 | 0.3% | |
| 4 | 53 | 0.3% |
| Value | Count | Frequency (%) | |
| 617948 | 2 | < 0.1% | |
| 617873 | 1 | < 0.1% | |
| 617803 | 1 | < 0.1% | |
| 617754 | 1 | < 0.1% | |
| 617601 | 1 | < 0.1% |
| Distinct | 16978 |
|---|---|
| Distinct (%) | 93.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 757206.1143 |
|---|---|
| Minimum | 0 |
| Maximum | 22219477 |
| Zeros | 19 |
| Zeros (%) | 0.1% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 364 |
| Q1 | 74666.75 |
| median | 220416.5 |
| Q3 | 495631.5 |
| 95-th percentile | 2104693.65 |
| Maximum | 22219477 |
| Range | 22219477 |
| Interquartile range (IQR) | 420964.75 |
Descriptive statistics
| Standard deviation | 2483917.426 |
|---|---|
| Coefficient of variation (CV) | 3.280371591 |
| Kurtosis | 48.5373291 |
| Mean | 757206.1143 |
| Median Absolute Deviation (MAD) | 173035.5 |
| Skewness | 6.741205634 |
| Sum | 1.379175217e+10 |
| Variance | 6.169845777e+12 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 73 | 0.4% | |
| 2 | 48 | 0.3% | |
| 6 | 22 | 0.1% | |
| 0 | 19 | 0.1% | |
| 3 | 19 | 0.1% | |
| 16 | 19 | 0.1% | |
| 7 | 15 | 0.1% | |
| 11 | 14 | 0.1% | |
| 234113 | 14 | 0.1% | |
| 1264804 | 14 | 0.1% | |
| Other values (16968) | 17957 | 98.6% |
| Value | Count | Frequency (%) | |
| 0 | 19 | 0.1% | |
| 1 | 73 | 0.4% | |
| 2 | 48 | 0.3% | |
| 3 | 19 | 0.1% | |
| 4 | 11 | 0.1% |
| Value | Count | Frequency (%) | |
| 22219477 | 2 | < 0.1% | |
| 22215856 | 1 | < 0.1% | |
| 22213762 | 1 | < 0.1% | |
| 22212343 | 1 | < 0.1% | |
| 22209020 | 1 | < 0.1% |
| Distinct | 16292 |
|---|---|
| Distinct (%) | 89.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139.6796306 |
|---|---|
| Minimum | 0 |
| Maximum | 402.78769 |
| Zeros | 461 |
| Zeros (%) | 2.5% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2683345 |
| Q1 | 53.0177475 |
| median | 111.27441 |
| Q3 | 218.820755 |
| 95-th percentile | 339.0719975 |
| Maximum | 402.78769 |
| Range | 402.78769 |
| Interquartile range (IQR) | 165.8030075 |
Descriptive statistics
| Standard deviation | 108.8674461 |
|---|---|
| Coefficient of variation (CV) | 0.779408176 |
| Kurtosis | -0.7986995749 |
| Mean | 139.6796306 |
| Median Absolute Deviation (MAD) | 81.64855 |
| Skewness | 0.5339560181 |
| Sum | 2544124.793 |
| Variance | 11852.12083 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 461 | 2.5% | |
| 209.19909 | 30 | 0.2% | |
| 249.67162 | 15 | 0.1% | |
| 349.26408 | 15 | 0.1% | |
| 0.49524 | 15 | 0.1% | |
| 209.65264 | 14 | 0.1% | |
| 350.56653 | 14 | 0.1% | |
| 0.17401 | 12 | 0.1% | |
| 234.82644 | 10 | 0.1% | |
| 235.65413 | 10 | 0.1% | |
| Other values (16282) | 17618 | 96.7% |
| Value | Count | Frequency (%) | |
| 0 | 461 | 2.5% | |
| 0.00047 | 1 | < 0.1% | |
| 0.00188 | 1 | < 0.1% | |
| 0.00218 | 1 | < 0.1% | |
| 0.00328 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 402.78769 | 2 | < 0.1% | |
| 402.73029 | 1 | < 0.1% | |
| 402.64419 | 3 | < 0.1% | |
| 402.5007 | 1 | < 0.1% | |
| 402.4433 | 3 | < 0.1% |
| Distinct | 17701 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6008.136497 |
|---|---|
| Minimum | 0.00047 |
| Maximum | 21260.19998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 0.00047 |
|---|---|
| 5-th percentile | 7.020105 |
| Q1 | 1877.835388 |
| median | 4996.23278 |
| Q3 | 9735.04662 |
| 95-th percentile | 14840.18062 |
| Maximum | 21260.19998 |
| Range | 21260.19951 |
| Interquartile range (IQR) | 7857.211232 |
Descriptive statistics
| Standard deviation | 4880.167066 |
|---|---|
| Coefficient of variation (CV) | 0.8122596863 |
| Kurtosis | -0.4188710013 |
| Mean | 6008.136497 |
| Median Absolute Deviation (MAD) | 3740.535975 |
| Skewness | 0.6358312677 |
| Sum | 109432198.2 |
| Variance | 23816030.59 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 14884.48476 | 15 | 0.1% | |
| 13656.13213 | 14 | 0.1% | |
| 8503.99084 | 14 | 0.1% | |
| 13437.65219 | 13 | 0.1% | |
| 0.02488 | 12 | 0.1% | |
| 0.02996 | 11 | 0.1% | |
| 10243.01369 | 10 | 0.1% | |
| 0.02852 | 8 | < 0.1% | |
| 15782.7512 | 6 | < 0.1% | |
| 14960.34548 | 6 | < 0.1% | |
| Other values (17691) | 18105 | 99.4% |
| Value | Count | Frequency (%) | |
| 0.00047 | 3 | < 0.1% | |
| 0.00094 | 5 | < 0.1% | |
| 0.00141 | 1 | < 0.1% | |
| 0.00218 | 3 | < 0.1% | |
| 0.00328 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 21260.19998 | 4 | < 0.1% | |
| 21259.53965 | 2 | < 0.1% | |
| 21258.71425 | 1 | < 0.1% | |
| 21257.55867 | 1 | < 0.1% | |
| 21256.4031 | 1 | < 0.1% |
| Distinct | 4225 |
|---|---|
| Distinct (%) | 23.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02711287855 |
|---|---|
| Minimum | 0 |
| Maximum | 0.22222 |
| Zeros | 461 |
| Zeros (%) | 2.5% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01279 |
| Q1 | 0.01994 |
| median | 0.02421 |
| Q3 | 0.02865 |
| 95-th percentile | 0.0583435 |
| Maximum | 0.22222 |
| Range | 0.22222 |
| Interquartile range (IQR) | 0.00871 |
Descriptive statistics
| Standard deviation | 0.01548039036 |
|---|---|
| Coefficient of variation (CV) | 0.5709607826 |
| Kurtosis | 15.2057768 |
| Mean | 0.02711287855 |
| Median Absolute Deviation (MAD) | 0.00432 |
| Skewness | 2.843580144 |
| Sum | 493.83397 |
| Variance | 0.0002396424856 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 461 | 2.5% | |
| 0.02794 | 41 | 0.2% | |
| 0.02161 | 40 | 0.2% | |
| 0.02795 | 37 | 0.2% | |
| 0.02174 | 37 | 0.2% | |
| 0.02166 | 37 | 0.2% | |
| 0.02558 | 36 | 0.2% | |
| 0.01616 | 36 | 0.2% | |
| 0.02066 | 35 | 0.2% | |
| 0.02421 | 34 | 0.2% | |
| Other values (4215) | 17420 | 95.6% |
| Value | Count | Frequency (%) | |
| 0 | 461 | 2.5% | |
| 0.003 | 1 | < 0.1% | |
| 0.00336 | 1 | < 0.1% | |
| 0.00383 | 1 | < 0.1% | |
| 0.00508 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.22222 | 2 | < 0.1% | |
| 0.21053 | 2 | < 0.1% | |
| 0.1875 | 1 | < 0.1% | |
| 0.18182 | 1 | < 0.1% | |
| 0.175 | 1 | < 0.1% |
| Distinct | 9169 |
|---|---|
| Distinct (%) | 52.2% |
| Missing | 643 |
| Missing (%) | 3.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 709266.6757 |
|---|---|
| Minimum | 1 |
| Maximum | 21057998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 570.5 |
| Q1 | 71378.5 |
| median | 207128 |
| Q3 | 470229 |
| 95-th percentile | 2007263 |
| Maximum | 21057998 |
| Range | 21057997 |
| Interquartile range (IQR) | 398850.5 |
Descriptive statistics
| Standard deviation | 2315092.464 |
|---|---|
| Coefficient of variation (CV) | 3.264064905 |
| Kurtosis | 48.68700362 |
| Mean | 709266.6757 |
| Median Absolute Deviation (MAD) | 158462 |
| Skewness | 6.730371536 |
| Sum | 1.246252476e+10 |
| Variance | 5.359653118e+12 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 150649 | 164 | 0.9% | |
| 1 | 111 | 0.6% | |
| 256642 | 90 | 0.5% | |
| 1524 | 40 | 0.2% | |
| 85917 | 36 | 0.2% | |
| 3 | 34 | 0.2% | |
| 271474 | 33 | 0.2% | |
| 233154 | 33 | 0.2% | |
| 413270 | 33 | 0.2% | |
| 365849 | 33 | 0.2% | |
| Other values (9159) | 16964 | 93.1% | |
| (Missing) | 643 | 3.5% |
| Value | Count | Frequency (%) | |
| 1 | 111 | 0.6% | |
| 2 | 2 | < 0.1% | |
| 3 | 34 | 0.2% | |
| 5 | 10 | 0.1% | |
| 7 | 19 | 0.1% |
| Value | Count | Frequency (%) | |
| 21057998 | 4 | < 0.1% | |
| 21041915 | 15 | 0.1% | |
| 21041635 | 3 | < 0.1% | |
| 20866854 | 7 | < 0.1% | |
| 20829656 | 1 | < 0.1% |
| Distinct | 2916 |
|---|---|
| Distinct (%) | 18.6% |
| Missing | 2544 |
| Missing (%) | 14.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 328097.425 |
|---|---|
| Minimum | 1 |
| Maximum | 7958935 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 204.9 |
| Q1 | 1381 |
| median | 11304 |
| Q3 | 100417.25 |
| 95-th percentile | 1190573 |
| Maximum | 7958935 |
| Range | 7958934 |
| Interquartile range (IQR) | 99036.25 |
Descriptive statistics
| Standard deviation | 1135846.268 |
|---|---|
| Coefficient of variation (CV) | 3.461917654 |
| Kurtosis | 26.10361806 |
| Mean | 328097.425 |
| Median Absolute Deviation (MAD) | 10985 |
| Skewness | 4.989507639 |
| Sum | 5141286650 |
| Variance | 1.290146744e+12 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 52017 | 340 | 1.9% | |
| 5095 | 189 | 1.0% | |
| 359 | 148 | 0.8% | |
| 566 | 140 | 0.8% | |
| 12634 | 132 | 0.7% | |
| 292 | 129 | 0.7% | |
| 833 | 128 | 0.7% | |
| 1386 | 127 | 0.7% | |
| 919 | 127 | 0.7% | |
| 4091 | 126 | 0.7% | |
| Other values (2906) | 14084 | 77.3% | |
| (Missing) | 2544 | 14.0% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 2 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 41 | 0.2% | |
| 7 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7958935 | 126 | 0.7% | |
| 7614414 | 44 | 0.2% | |
| 6929736 | 19 | 0.1% | |
| 6655234 | 17 | 0.1% | |
| 6395973 | 16 | 0.1% |
| Distinct | 4241 |
|---|---|
| Distinct (%) | 25.1% |
| Missing | 1344 |
| Missing (%) | 7.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2471467.978 |
|---|---|
| Minimum | 854 |
| Maximum | 65497639 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 854 |
|---|---|
| 5-th percentile | 25302.75 |
| Q1 | 234886 |
| median | 669696 |
| Q3 | 1517052 |
| 95-th percentile | 7025614 |
| Maximum | 65497639 |
| Range | 65496785 |
| Interquartile range (IQR) | 1282166 |
Descriptive statistics
| Standard deviation | 7715283.843 |
|---|---|
| Coefficient of variation (CV) | 3.121741374 |
| Kurtosis | 38.32912071 |
| Mean | 2471467.978 |
| Median Absolute Deviation (MAD) | 482472 |
| Skewness | 5.987523409 |
| Sum | 4.169366479e+10 |
| Variance | 5.952560479e+13 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2313502 | 360 | 2.0% | |
| 782118 | 329 | 1.8% | |
| 999004 | 189 | 1.0% | |
| 980727 | 171 | 0.9% | |
| 14183490 | 147 | 0.8% | |
| 1978117 | 125 | 0.7% | |
| 1136800 | 124 | 0.7% | |
| 1027782 | 121 | 0.7% | |
| 2320266 | 117 | 0.6% | |
| 5538249 | 117 | 0.6% | |
| Other values (4231) | 15070 | 82.7% | |
| (Missing) | 1344 | 7.4% |
| Value | Count | Frequency (%) | |
| 854 | 1 | < 0.1% | |
| 908 | 1 | < 0.1% | |
| 924 | 3 | < 0.1% | |
| 960 | 3 | < 0.1% | |
| 1146 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 65497639 | 4 | < 0.1% | |
| 65380088 | 18 | 0.1% | |
| 65191446 | 7 | < 0.1% | |
| 65182444 | 2 | < 0.1% | |
| 64755932 | 14 | 0.1% |
| Distinct | 4246 |
|---|---|
| Distinct (%) | 25.2% |
| Missing | 1344 |
| Missing (%) | 7.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17370.44963 |
|---|---|
| Minimum | 36.76166 |
| Maximum | 62512.00608 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 36.76166 |
|---|---|
| 5-th percentile | 537.32035 |
| Q1 | 7011.51445 |
| median | 15299.99892 |
| Q3 | 25938.58987 |
| 95-th percentile | 41868.98793 |
| Maximum | 62512.00608 |
| Range | 62475.24442 |
| Interquartile range (IQR) | 18927.07542 |
Descriptive statistics
| Standard deviation | 12785.68162 |
|---|---|
| Coefficient of variation (CV) | 0.7360593361 |
| Kurtosis | 0.4269755484 |
| Mean | 17370.44963 |
| Median Absolute Deviation (MAD) | 9498.11776 |
| Skewness | 0.8004062339 |
| Sum | 293039485.2 |
| Variance | 163473654.5 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 13399.9979 | 360 | 2.0% | |
| 25938.58987 | 329 | 1.8% | |
| 11612.45701 | 189 | 1.0% | |
| 11400.00453 | 171 | 0.9% | |
| 30888.0308 | 147 | 0.8% | |
| 13299.99656 | 125 | 0.7% | |
| 32624.79818 | 124 | 0.7% | |
| 24798.11668 | 117 | 0.6% | |
| 16171.99388 | 117 | 0.6% | |
| 26162.3302 | 117 | 0.6% | |
| Other values (4236) | 15074 | 82.8% | |
| (Missing) | 1344 | 7.4% |
| Value | Count | Frequency (%) | |
| 36.76166 | 1 | < 0.1% | |
| 37.20571 | 3 | < 0.1% | |
| 39.36821 | 1 | < 0.1% | |
| 41.96141 | 3 | < 0.1% | |
| 43.86646 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 62512.00608 | 55 | 0.3% | |
| 58637.48244 | 22 | 0.1% | |
| 57829.08748 | 17 | 0.1% | |
| 57238.41581 | 33 | 0.2% | |
| 56466.49421 | 15 | 0.1% |
| Distinct | 8082 |
|---|---|
| Distinct (%) | 85.2% |
| Missing | 8731 |
| Missing (%) | 47.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5846245.467 |
|---|---|
| Minimum | 2 |
| Maximum | 160667831 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 38511 |
| Q1 | 361351 |
| median | 1402720 |
| Q3 | 3830004 |
| 95-th percentile | 16396021.9 |
| Maximum | 160667831 |
| Range | 160667829 |
| Interquartile range (IQR) | 3468653 |
Descriptive statistics
| Standard deviation | 19128532.64 |
|---|---|
| Coefficient of variation (CV) | 3.271934569 |
| Kurtosis | 43.18663067 |
| Mean | 5846245.467 |
| Median Absolute Deviation (MAD) | 1203575 |
| Skewness | 6.375926657 |
| Sum | 5.543994576e+10 |
| Variance | 3.65900761e+14 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1205877 | 34 | 0.2% | |
| 10692831 | 22 | 0.1% | |
| 13024072 | 17 | 0.1% | |
| 3 | 16 | 0.1% | |
| 566240 | 14 | 0.1% | |
| 2541765 | 14 | 0.1% | |
| 507972 | 14 | 0.1% | |
| 5776792 | 14 | 0.1% | |
| 3092431 | 14 | 0.1% | |
| 1054924 | 14 | 0.1% | |
| Other values (8072) | 9310 | 51.1% | |
| (Missing) | 8731 | 47.9% |
| Value | Count | Frequency (%) | |
| 2 | 11 | 0.1% | |
| 3 | 16 | 0.1% | |
| 4 | 10 | 0.1% | |
| 5 | 6 | < 0.1% | |
| 6 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 160667831 | 1 | < 0.1% | |
| 160644102 | 1 | < 0.1% | |
| 160564579 | 1 | < 0.1% | |
| 160512350 | 1 | < 0.1% | |
| 160503670 | 1 | < 0.1% |
| Distinct | 8092 |
|---|---|
| Distinct (%) | 85.3% |
| Missing | 8731 |
| Missing (%) | 47.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.60396681 |
|---|---|
| Minimum | 1e-05 |
| Maximum | 83.28754 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 1e-05 |
|---|---|
| 5-th percentile | 1.32248 |
| Q1 | 10.54077 |
| median | 34.8994 |
| Q3 | 63.36793 |
| 95-th percentile | 75.592603 |
| Maximum | 83.28754 |
| Range | 83.28753 |
| Interquartile range (IQR) | 52.82716 |
Descriptive statistics
| Standard deviation | 27.03898519 |
|---|---|
| Coefficient of variation (CV) | 0.7386900257 |
| Kurtosis | -1.519773236 |
| Mean | 36.60396681 |
| Median Absolute Deviation (MAD) | 26.50727 |
| Skewness | 0.1114544285 |
| Sum | 347115.4173 |
| Variance | 731.10672 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 67.85168 | 34 | 0.2% | |
| 71.89394 | 22 | 0.1% | |
| 75.43652 | 17 | 0.1% | |
| 70.28292 | 14 | 0.1% | |
| 78.26953 | 14 | 0.1% | |
| 72.94561 | 14 | 0.1% | |
| 60.06307 | 14 | 0.1% | |
| 76.962 | 14 | 0.1% | |
| 80.62754 | 14 | 0.1% | |
| 79.03029 | 14 | 0.1% | |
| Other values (8082) | 9312 | 51.1% | |
| (Missing) | 8731 | 47.9% |
| Value | Count | Frequency (%) | |
| 1e-05 | 1 | < 0.1% | |
| 2e-05 | 5 | < 0.1% | |
| 3e-05 | 3 | < 0.1% | |
| 4e-05 | 4 | < 0.1% | |
| 5e-05 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 83.28754 | 1 | < 0.1% | |
| 83.27979 | 1 | < 0.1% | |
| 83.25704 | 1 | < 0.1% | |
| 83.23257 | 1 | < 0.1% | |
| 83.23149 | 1 | < 0.1% |
| Distinct | 7605 |
|---|---|
| Distinct (%) | 86.4% |
| Missing | 9411 |
| Missing (%) | 51.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3630527.088 |
|---|---|
| Minimum | 1 |
| Maximum | 137114385 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 22289 |
| Q1 | 189675 |
| median | 711406 |
| Q3 | 2094741.5 |
| 95-th percentile | 10614156.8 |
| Maximum | 137114385 |
| Range | 137114384 |
| Interquartile range (IQR) | 1905066.5 |
Descriptive statistics
| Standard deviation | 12952751.5 |
|---|---|
| Coefficient of variation (CV) | 3.567733055 |
| Kurtosis | 60.82938132 |
| Mean | 3630527.088 |
| Median Absolute Deviation (MAD) | 642658 |
| Skewness | 7.391764128 |
| Sum | 3.195952996e+10 |
| Variance | 1.677737714e+14 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 10466084 | 17 | 0.1% | |
| 7587786 | 14 | 0.1% | |
| 240014 | 14 | 0.1% | |
| 258351 | 14 | 0.1% | |
| 1968749 | 14 | 0.1% | |
| 1760829 | 14 | 0.1% | |
| 326494 | 14 | 0.1% | |
| 7692839 | 14 | 0.1% | |
| 799151 | 14 | 0.1% | |
| 420673 | 14 | 0.1% | |
| Other values (7595) | 8660 | 47.5% | |
| (Missing) | 9411 | 51.7% |
| Value | Count | Frequency (%) | |
| 1 | 4 | < 0.1% | |
| 4 | 2 | < 0.1% | |
| 36 | 1 | < 0.1% | |
| 65 | 2 | < 0.1% | |
| 75 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 137114385 | 1 | < 0.1% | |
| 137005105 | 1 | < 0.1% | |
| 136795554 | 1 | < 0.1% | |
| 136582562 | 1 | < 0.1% | |
| 136569045 | 1 | < 0.1% |
| Distinct | 7620 |
|---|---|
| Distinct (%) | 86.6% |
| Missing | 9411 |
| Missing (%) | 51.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.85981066 |
|---|---|
| Minimum | 0 |
| Maximum | 76.74488 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.76389 |
| Q1 | 6.244625 |
| median | 13.48632 |
| Q3 | 36.98652 |
| 95-th percentile | 60.62044 |
| Maximum | 76.74488 |
| Range | 76.74488 |
| Interquartile range (IQR) | 30.741895 |
Descriptive statistics
| Standard deviation | 19.78980513 |
|---|---|
| Coefficient of variation (CV) | 0.9053054227 |
| Kurtosis | -0.5760016579 |
| Mean | 21.85981066 |
| Median Absolute Deviation (MAD) | 11.34455 |
| Skewness | 0.8188978835 |
| Sum | 192431.9132 |
| Variance | 391.6363871 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 60.62044 | 17 | 0.1% | |
| 47.69887 | 14 | 0.1% | |
| 60.37271 | 14 | 0.1% | |
| 50.80859 | 14 | 0.1% | |
| 67.61604 | 14 | 0.1% | |
| 56.50074 | 14 | 0.1% | |
| 42.649 | 14 | 0.1% | |
| 57.84339 | 14 | 0.1% | |
| 66.36186 | 14 | 0.1% | |
| 52.76118 | 14 | 0.1% | |
| Other values (7610) | 8660 | 47.5% | |
| (Missing) | 9411 | 51.7% |
| Value | Count | Frequency (%) | |
| 0 | 4 | < 0.1% | |
| 0.00012 | 1 | < 0.1% | |
| 0.00045 | 1 | < 0.1% | |
| 0.00092 | 1 | < 0.1% | |
| 0.0011 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 76.74488 | 1 | < 0.1% | |
| 76.71242 | 1 | < 0.1% | |
| 76.61298 | 1 | < 0.1% | |
| 76.50935 | 1 | < 0.1% | |
| 76.50425 | 1 | < 0.1% |
| Distinct | 2796 |
|---|---|
| Distinct (%) | 57.0% |
| Missing | 13310 |
| Missing (%) | 73.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 316907.1011 |
|---|---|
| Minimum | 35 |
| Maximum | 4947888 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 10292 |
| Q1 | 40525.5 |
| median | 97788.5 |
| Q3 | 248043.75 |
| 95-th percentile | 1161138.5 |
| Maximum | 4947888 |
| Range | 4947853 |
| Interquartile range (IQR) | 207518.25 |
Descriptive statistics
| Standard deviation | 836813.3358 |
|---|---|
| Coefficient of variation (CV) | 2.640563537 |
| Kurtosis | 21.69225839 |
| Mean | 316907.1011 |
| Median Absolute Deviation (MAD) | 67856.5 |
| Skewness | 4.710802522 |
| Sum | 1554112424 |
| Variance | 7.002565591e+11 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 40125 | 85 | 0.5% | |
| 261797 | 80 | 0.4% | |
| 115144 | 47 | 0.3% | |
| 172991 | 33 | 0.2% | |
| 175537 | 30 | 0.2% | |
| 328122 | 28 | 0.2% | |
| 10957 | 28 | 0.2% | |
| 35820 | 26 | 0.1% | |
| 93201 | 22 | 0.1% | |
| 173073 | 20 | 0.1% | |
| Other values (2786) | 4505 | 24.7% | |
| (Missing) | 13310 | 73.1% |
| Value | Count | Frequency (%) | |
| 35 | 2 | < 0.1% | |
| 195 | 1 | < 0.1% | |
| 300 | 1 | < 0.1% | |
| 442 | 1 | < 0.1% | |
| 736 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4947888 | 1 | < 0.1% | |
| 4947255 | 1 | < 0.1% | |
| 4946620 | 1 | < 0.1% | |
| 4945348 | 1 | < 0.1% | |
| 4917755 | 1 | < 0.1% |
| Distinct | 2791 |
|---|---|
| Distinct (%) | 56.9% |
| Missing | 13310 |
| Missing (%) | 73.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0743524 |
|---|---|
| Minimum | 8e-05 |
| Maximum | 9.43855 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 8e-05 |
|---|---|
| 5-th percentile | 0.6882545 |
| Q1 | 1.5256 |
| median | 1.78988 |
| Q3 | 2.2937475 |
| 95-th percentile | 3.35124 |
| Maximum | 9.43855 |
| Range | 9.43847 |
| Interquartile range (IQR) | 0.7681475 |
Descriptive statistics
| Standard deviation | 1.367851674 |
|---|---|
| Coefficient of variation (CV) | 0.6594114259 |
| Kurtosis | 14.36961417 |
| Mean | 2.0743524 |
| Median Absolute Deviation (MAD) | 0.37026 |
| Skewness | 3.496487691 |
| Sum | 10172.62417 |
| Variance | 1.871018202 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1.74555 | 85 | 0.5% | |
| 1.76021 | 80 | 0.4% | |
| 2.86524 | 47 | 0.3% | |
| 1.81008 | 33 | 0.2% | |
| 1.83672 | 30 | 0.2% | |
| 1.8088 | 28 | 0.2% | |
| 2.86972 | 28 | 0.2% | |
| 2.0155 | 26 | 0.1% | |
| 2.67476 | 22 | 0.1% | |
| 1.81094 | 20 | 0.1% | |
| Other values (2781) | 4505 | 24.7% | |
| (Missing) | 13310 | 73.1% |
| Value | Count | Frequency (%) | |
| 8e-05 | 2 | < 0.1% | |
| 0.00171 | 1 | < 0.1% | |
| 0.00459 | 1 | < 0.1% | |
| 0.00861 | 1 | < 0.1% | |
| 0.0135 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9.43855 | 1 | < 0.1% | |
| 9.29828 | 9 | < 0.1% | |
| 9.29825 | 1 | < 0.1% | |
| 9.29818 | 1 | < 0.1% | |
| 9.27932 | 1 | < 0.1% |
| Distinct | 1867 |
|---|---|
| Distinct (%) | 70.6% |
| Missing | 15570 |
| Missing (%) | 85.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 744130.9433 |
|---|---|
| Minimum | 1 |
| Maximum | 23983696 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 779.15 |
| Q1 | 29358 |
| median | 157487.5 |
| Q3 | 422110.5 |
| 95-th percentile | 2583996.25 |
| Maximum | 23983696 |
| Range | 23983695 |
| Interquartile range (IQR) | 392752.5 |
Descriptive statistics
| Standard deviation | 2444885.816 |
|---|---|
| Coefficient of variation (CV) | 3.285558594 |
| Kurtosis | 43.91303475 |
| Mean | 744130.9433 |
| Median Absolute Deviation (MAD) | 142411.5 |
| Skewness | 6.282892762 |
| Sum | 1967482214 |
| Variance | 5.977466654e+12 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 24 | 0.1% | |
| 1819319 | 17 | 0.1% | |
| 1370365 | 14 | 0.1% | |
| 342135 | 14 | 0.1% | |
| 577890 | 14 | 0.1% | |
| 21345 | 14 | 0.1% | |
| 181631 | 14 | 0.1% | |
| 19443 | 14 | 0.1% | |
| 21329 | 14 | 0.1% | |
| 176421 | 14 | 0.1% | |
| Other values (1857) | 2491 | 13.7% | |
| (Missing) | 15570 | 85.5% |
| Value | Count | Frequency (%) | |
| 1 | 24 | 0.1% | |
| 3 | 8 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 11 | 3 | < 0.1% | |
| 12 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 23983696 | 1 | < 0.1% | |
| 23775890 | 1 | < 0.1% | |
| 23326643 | 1 | < 0.1% | |
| 22846232 | 1 | < 0.1% | |
| 22820476 | 1 | < 0.1% |
| Distinct | 1869 |
|---|---|
| Distinct (%) | 70.7% |
| Missing | 15570 |
| Missing (%) | 85.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.088762485 |
|---|---|
| Minimum | 0 |
| Maximum | 21.47884 |
| Zeros | 11 |
| Zeros (%) | 0.1% |
| Memory size | 142.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.028371 |
| Q1 | 1.01241 |
| median | 3.302505 |
| Q3 | 6.40928 |
| 95-th percentile | 10.7075885 |
| Maximum | 21.47884 |
| Range | 21.47884 |
| Interquartile range (IQR) | 5.39687 |
Descriptive statistics
| Standard deviation | 3.686721684 |
|---|---|
| Coefficient of variation (CV) | 0.9016717644 |
| Kurtosis | 1.384662198 |
| Mean | 4.088762485 |
| Median Absolute Deviation (MAD) | 2.52223 |
| Skewness | 1.133620939 |
| Sum | 10810.68801 |
| Variance | 13.59191678 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 10.53765 | 17 | 0.1% | |
| 5.06307 | 14 | 0.1% | |
| 5.44236 | 14 | 0.1% | |
| 12.04479 | 14 | 0.1% | |
| 8.40327 | 14 | 0.1% | |
| 2.29896 | 14 | 0.1% | |
| 3.52367 | 14 | 0.1% | |
| 8.51479 | 14 | 0.1% | |
| 6.5034 | 14 | 0.1% | |
| 6.86135 | 14 | 0.1% | |
| Other values (1859) | 2501 | 13.7% | |
| (Missing) | 15570 | 85.5% |
| Value | Count | Frequency (%) | |
| 0 | 11 | 0.1% | |
| 2e-05 | 6 | < 0.1% | |
| 3e-05 | 5 | < 0.1% | |
| 5e-05 | 3 | < 0.1% | |
| 6e-05 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 21.47884 | 1 | < 0.1% | |
| 21.46488 | 1 | < 0.1% | |
| 20.36818 | 3 | < 0.1% | |
| 19.95501 | 2 | < 0.1% | |
| 18.98916 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| epi_week | date | country | state | city | newDeaths | deaths | newCases | totalCases | deathsMS | totalCasesMS | deaths_per_100k_inhabitants | totalCases_per_100k_inhabitants | deaths_by_totalCases | recovered | suspects | tests | tests_per_100k_inhabitants | vaccinated | vaccinated_per_100_inhabitants | vaccinated_second | vaccinated_second_per_100_inhabitants | vaccinated_single | vaccinated_single_per_100_inhabitants | vaccinated_third | vaccinated_third_per_100_inhabitants | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 9 | 2020-02-25 | Brazil | SP | TOTAL | 0 | 0 | 1 | 1 | 0 | 0 | 0.0 | 0.00218 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 9 | 2020-02-25 | Brazil | TOTAL | TOTAL | 0 | 0 | 1 | 1 | 0 | 0 | 0.0 | 0.00047 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | 9 | 2020-02-26 | Brazil | SP | TOTAL | 0 | 0 | 0 | 1 | 0 | 1 | 0.0 | 0.00218 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | 9 | 2020-02-26 | Brazil | TOTAL | TOTAL | 0 | 0 | 0 | 1 | 0 | 1 | 0.0 | 0.00047 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | 9 | 2020-02-27 | Brazil | SP | TOTAL | 0 | 0 | 0 | 1 | 0 | 1 | 0.0 | 0.00218 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 9 | 2020-02-27 | Brazil | TOTAL | TOTAL | 0 | 0 | 0 | 1 | 0 | 1 | 0.0 | 0.00047 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | 9 | 2020-02-28 | Brazil | SP | TOTAL | 0 | 0 | 1 | 2 | 0 | 1 | 0.0 | 0.00436 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | 9 | 2020-02-28 | Brazil | TOTAL | TOTAL | 0 | 0 | 1 | 2 | 0 | 1 | 0.0 | 0.00094 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | 9 | 2020-02-29 | Brazil | SP | TOTAL | 0 | 0 | 0 | 2 | 0 | 2 | 0.0 | 0.00436 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 9 | 9 | 2020-02-29 | Brazil | TOTAL | TOTAL | 0 | 0 | 0 | 2 | 0 | 2 | 0.0 | 0.00094 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
Last rows
| epi_week | date | country | state | city | newDeaths | deaths | newCases | totalCases | deathsMS | totalCasesMS | deaths_per_100k_inhabitants | totalCases_per_100k_inhabitants | deaths_by_totalCases | recovered | suspects | tests | tests_per_100k_inhabitants | vaccinated | vaccinated_per_100_inhabitants | vaccinated_second | vaccinated_second_per_100_inhabitants | vaccinated_single | vaccinated_single_per_100_inhabitants | vaccinated_third | vaccinated_third_per_100_inhabitants | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18204 | 151 | 2021-12-22 | Brazil | RJ | TOTAL | 0 | 69347 | 0 | 1349608 | 69347 | 1349608 | 401.66365 | 7817.04289 | 0.05138 | 1274186.0 | 52017.0 | 2313502.0 | 13399.99790 | 13024072.0 | 75.43652 | 10466084.0 | 60.62044 | 365251.0 | 2.11556 | 1819319.0 | 10.53765 |
| 18205 | 151 | 2021-12-22 | Brazil | RN | TOTAL | 0 | 7554 | 0 | 385374 | 7554 | 385374 | 215.40680 | 10989.16892 | 0.01960 | 256642.0 | 172078.0 | 1066514.0 | 30412.28132 | 2615942.0 | 74.59514 | 2270714.0 | 64.75076 | 59688.0 | 1.70204 | 458911.0 | 13.08612 |
| 18206 | 151 | 2021-12-22 | Brazil | RO | TOTAL | 0 | 6706 | 0 | 282962 | 6706 | 282962 | 377.32983 | 15921.56311 | 0.02370 | 267994.0 | 394865.0 | 1110979.0 | 62512.00608 | 1228913.0 | 69.14786 | 1002724.0 | 56.42077 | 36097.0 | 2.03109 | 115580.0 | 6.50340 |
| 18207 | 151 | 2021-12-22 | Brazil | RR | TOTAL | 0 | 2070 | 0 | 128786 | 2070 | 128786 | 341.71893 | 21260.19998 | 0.01607 | 125676.0 | 5095.0 | 355203.0 | 58637.48244 | 375645.0 | 62.01208 | 258351.0 | 42.64900 | 10957.0 | 1.80880 | 21345.0 | 3.52367 |
| 18208 | 151 | 2021-12-22 | Brazil | RS | TOTAL | 0 | 36377 | 0 | 1500037 | 36377 | 1500037 | 319.73487 | 13184.54328 | 0.02425 | 1462593.0 | 10647.0 | 6080338.0 | 53443.00142 | 8904911.0 | 78.26953 | 7692839.0 | 67.61604 | 304620.0 | 2.67745 | 1370365.0 | 12.04479 |
| 18209 | 151 | 2021-12-22 | Brazil | SC | TOTAL | 0 | 20135 | 0 | 1238751 | 20135 | 1238751 | 281.02716 | 17289.42992 | 0.01625 | 1209453.0 | 189692.0 | 2568392.0 | 35847.42493 | 5776792.0 | 80.62754 | 4833654.0 | 67.46402 | 260762.0 | 3.63949 | 577890.0 | 8.06570 |
| 18210 | 151 | 2021-12-22 | Brazil | SE | TOTAL | 0 | 6056 | 0 | 278439 | 6056 | 278439 | 263.45371 | 12112.91097 | 0.02175 | 271606.0 | 445.0 | 604183.0 | 26283.72782 | 1736819.0 | 75.55671 | 1493990.0 | 64.99294 | 40125.0 | 1.74555 | 201941.0 | 8.78502 |
| 18211 | 151 | 2021-12-22 | Brazil | SP | TOTAL | 0 | 155008 | 0 | 4450144 | 155008 | 4450141 | 337.56797 | 9691.28085 | 0.03483 | 4270000.0 | 1137203.0 | 19501783.0 | 42469.91918 | 38244847.0 | 83.28754 | 35240521.0 | 76.74488 | 1184742.0 | 2.58007 | 8649974.0 | 18.83744 |
| 18212 | 151 | 2021-12-22 | Brazil | TO | TOTAL | 0 | 3927 | 0 | 234113 | 3927 | 234113 | 249.67162 | 14884.48476 | 0.01677 | 228371.0 | 359.0 | 721136.0 | 45848.53382 | 1054924.0 | 67.07018 | 799151.0 | 50.80859 | 34337.0 | 2.18308 | 81992.0 | 5.21290 |
| 18213 | 151 | 2021-12-22 | Brazil | TOTAL | TOTAL | 0 | 618213 | 0 | 22223849 | 617948 | 22219477 | 289.80866 | 10418.19566 | 0.02782 | 21057998.0 | 7958935.0 | 65497639.0 | 30704.27711 | 160667831.0 | 75.31859 | 137114385.0 | 64.27710 | 4917755.0 | 2.30537 | 23983696.0 | 11.24318 |